Fold 0
Model 0 best validation auc = 0.780751 on epoch 43
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 1
Model 0 best validation auc = 0.782629 on epoch 48
Model 0 test auc = 0.892234
Ensemble test auc = 0.892234
Fold 2
Model 0 best validation auc = 0.787324 on epoch 43
Model 0 test auc = 0.894040
Ensemble test auc = 0.894040
Fold 3
Model 0 best validation auc = 0.781690 on epoch 42
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 4
Model 0 best validation auc = 0.776056 on epoch 46
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 5
Model 0 best validation auc = 0.781221 on epoch 45
Model 0 test auc = 0.893438
Ensemble test auc = 0.893438
Fold 6
Model 0 best validation auc = 0.767606 on epoch 33
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 7
Model 0 best validation auc = 0.769953 on epoch 37
Model 0 test auc = 0.863937
Ensemble test auc = 0.863937
Fold 8
Model 0 best validation auc = 0.787793 on epoch 41
Model 0 test auc = 0.885611
Ensemble test auc = 0.885611
Fold 9
Model 0 best validation auc = 0.786385 on epoch 47
Model 0 test auc = 0.909693
Ensemble test auc = 0.909693
10-fold cross validation
	Seed 0 ==> test auc = 0.889223
	Seed 1 ==> test auc = 0.892234
	Seed 2 ==> test auc = 0.894040
	Seed 3 ==> test auc = 0.886815
	Seed 4 ==> test auc = 0.889223
	Seed 5 ==> test auc = 0.893438
	Seed 6 ==> test auc = 0.886815
	Seed 7 ==> test auc = 0.863937
	Seed 8 ==> test auc = 0.885611
	Seed 9 ==> test auc = 0.909693
Overall test auc = 0.889103 +/- 0.010644
Elapsed time = 0:05:19
Fold 0
Model 0 best validation auc = 0.780751 on epoch 43
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 1
Model 0 best validation auc = 0.782629 on epoch 48
Model 0 test auc = 0.892234
Ensemble test auc = 0.892234
Fold 2
Model 0 best validation auc = 0.787324 on epoch 43
Model 0 test auc = 0.894040
Ensemble test auc = 0.894040
Fold 3
Model 0 best validation auc = 0.781690 on epoch 42
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 4
Model 0 best validation auc = 0.776056 on epoch 46
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 5
Model 0 best validation auc = 0.781221 on epoch 45
Model 0 test auc = 0.893438
Ensemble test auc = 0.893438
Fold 6
Model 0 best validation auc = 0.767606 on epoch 33
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 7
Model 0 best validation auc = 0.769953 on epoch 37
Model 0 test auc = 0.863937
Ensemble test auc = 0.863937
Fold 8
Model 0 best validation auc = 0.787793 on epoch 41
Model 0 test auc = 0.885611
Ensemble test auc = 0.885611
Fold 9
Model 0 best validation auc = 0.786385 on epoch 47
Model 0 test auc = 0.909693
Ensemble test auc = 0.909693
10-fold cross validation
	Seed 0 ==> test auc = 0.889223
	Seed 1 ==> test auc = 0.892234
	Seed 2 ==> test auc = 0.894040
	Seed 3 ==> test auc = 0.886815
	Seed 4 ==> test auc = 0.889223
	Seed 5 ==> test auc = 0.893438
	Seed 6 ==> test auc = 0.886815
	Seed 7 ==> test auc = 0.863937
	Seed 8 ==> test auc = 0.885611
	Seed 9 ==> test auc = 0.909693
Overall test auc = 0.889103 +/- 0.010644
Elapsed time = 0:05:03
Fold 0
Model 0 best validation auc = 0.780751 on epoch 43
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 1
Model 0 best validation auc = 0.782629 on epoch 48
Model 0 test auc = 0.892234
Ensemble test auc = 0.892234
Fold 2
Model 0 best validation auc = 0.787324 on epoch 43
Model 0 test auc = 0.894040
Ensemble test auc = 0.894040
Fold 3
Model 0 best validation auc = 0.781690 on epoch 42
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 4
Model 0 best validation auc = 0.776056 on epoch 46
Model 0 test auc = 0.889223
Ensemble test auc = 0.889223
Fold 5
Model 0 best validation auc = 0.781221 on epoch 45
Model 0 test auc = 0.893438
Ensemble test auc = 0.893438
Fold 6
Model 0 best validation auc = 0.767606 on epoch 33
Model 0 test auc = 0.886815
Ensemble test auc = 0.886815
Fold 7
Model 0 best validation auc = 0.769953 on epoch 37
Model 0 test auc = 0.863937
Ensemble test auc = 0.863937
Fold 8
Model 0 best validation auc = 0.787793 on epoch 41
Model 0 test auc = 0.885611
Ensemble test auc = 0.885611
Fold 9
Model 0 best validation auc = 0.786385 on epoch 47
Model 0 test auc = 0.909693
Ensemble test auc = 0.909693
10-fold cross validation
	Seed 0 ==> test auc = 0.889223
	Seed 1 ==> test auc = 0.892234
	Seed 2 ==> test auc = 0.894040
	Seed 3 ==> test auc = 0.886815
	Seed 4 ==> test auc = 0.889223
	Seed 5 ==> test auc = 0.893438
	Seed 6 ==> test auc = 0.886815
	Seed 7 ==> test auc = 0.863937
	Seed 8 ==> test auc = 0.885611
	Seed 9 ==> test auc = 0.909693
Overall test auc = 0.889103 +/- 0.010644
Elapsed time = 0:04:45
